Fatigue, Cognitive Performance, and Subjective Recovery Time Estimation in High-Intensity Work

Taofeng Ye, Xiao Pan
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引用次数: 3

Abstract

OCCUPATIONAL APPLICATIONS High-intensity work is associated with higher perceived fatigue, which could have a negative effect on both physical and cognitive performance. In particular, it may be unsafe and inefficient for workers to continue high-intensity physical work before complete recovery occurs (i.e., when heart rate returns to baseline levels). However, it is possible for workers to perform mental activities after subjective recovery time. After complete recovery, workers may return to performing the high-intensity physical work. The study evaluated a model of subjective recovery time using gender, relative body mass index, resting heart rate, perceived functional ability, and physical activity rating scores for high-intensity work tasks. With such subjective recovery time estimation, physical and mental work shift schedules that improve work efficiency can be designed. TECHNICAL ABSTRACT Background: Many research studies have investigated the relationship between high-intensity work and cognitive performance. High-intensity work induces higher perceived fatigue, which could have a negative effect on cognitive performance. Few studies have focused on cognitive performance changes during the recovery procedure, however, especially after subjective recovery time. Purpose: Subjective recovery time estimation was examined here, to provide a basis for determining schedules of work that require alternating physical and mental processing. Methods: A total of 47 participants performed reaction tasks aimed at measuring cognitive performance at four time points: before high-intensity work, after high-intensity work, after subjective recovery time, and after complete recovery time. Data from an estimation group (n = 41) were used to derive the subjective recovery time estimate, while the remaining participant data (n = 6) were used for validation. Results: Cognitive performance declined after high-intensity work but improved after subjective recovery time. Subsequent analysis indicated that subjective recovery time was significantly and positively correlated with gender, relative body mass index, and heart rate. Conversely, significant negative correlations were found between subjective recovery time and both perceived functional ability and physical activity rating. Gender, relative body mass index, heart rate, perceived functional ability, and physical activity rating score predicted subjective recovery time (R2 = 0.74). The results of the cross-validation analysis demonstrated that the predicted and actual subjective recovery times were similar. Conclusion: The established model is an efficient tool, using predictor variables that are feasible to obtain in naturalistic work environments, which could be used to estimate subjective recovery time. Along with an existing model that predicts complete recovery time, reasonable arrangements of work schedules that alternate mental and physical work could be designed to improve work efficiency and security.
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高强度工作中的疲劳、认知表现和主观恢复时间估计
高强度的工作与较高的感知疲劳有关,这可能对身体和认知表现产生负面影响。特别是,在完全恢复之前(即,当心率恢复到基线水平时),工人继续进行高强度体力劳动可能是不安全和低效的。然而,工人在主观恢复时间后进行心理活动是可能的。在完全康复后,工人可以重新从事高强度的体力劳动。该研究使用性别、相对体重指数、静息心率、感知功能能力和高强度工作任务的身体活动评分来评估主观恢复时间模型。有了这种主观的恢复时间估计,就可以设计出提高工作效率的身心工作轮班计划。背景:许多研究调查了高强度工作与认知表现之间的关系。高强度的工作导致更高的感知疲劳,这可能对认知表现产生负面影响。然而,很少有研究关注恢复过程中认知表现的变化,特别是在主观恢复时间之后。目的:主观恢复时间的估计在这里进行了检查,为确定需要交替的身体和精神处理的工作时间表提供了基础。方法:47名被试分别在高强度工作前、高强度工作后、主观恢复时间后和完全恢复时间后四个时间点进行认知能力测试。来自估计组(n = 41)的数据用于得出主观恢复时间估计,而剩余的参与者数据(n = 6)用于验证。结果:高强度工作后认知能力下降,主观恢复时间后认知能力提高。随后的分析表明,主观恢复时间与性别、相对体重指数、心率显著正相关。相反,主观恢复时间与感知功能能力和身体活动评分均呈显著负相关。性别、相对体重指数、心率、感知功能能力和体力活动评分预测主观恢复时间(R2 = 0.74)。交叉验证分析结果表明,预测和实际主观恢复时间相似。结论:所建立的模型是一种有效的预测工具,使用的预测变量在自然的工作环境中是可行的,可以用来估计主观恢复时间。与预测完全恢复时间的现有模型一起,可以设计合理安排工作时间表,使脑力和体力工作交替进行,以提高工作效率和安全性。
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